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@inproceedings{AchPhaJut03,
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@inproceedings{AchMcS01,
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@article{Ajtai83,
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@incollection{Allender96,
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;;; entry BacJor02 from jegelka_chapter.bib
@article{BacJor02,
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;;; entry BacLanJor04 from sonnenburg_chapter.bib
@inproceedings{BacLanJor04,
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;;; entry Bak05 from chapelle_chapter.bib
@incollection{Bak05,
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  year =         "2005",
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@article{srinijoshi99,
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;;; entry Belkin+al-2004 from bengiolecun_chapter.bib
@incollection{Belkin+al-2004,
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;;; entry Belkin+Niyogi-nips2003 from bengiolecun_chapter.bib
@incollection{Belkin+Niyogi-nips2003,
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    address = {Cambridge, MA},
    year = {2003},
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;;; entry belongie-2002 from bengiolecun_chapter.bib
@article{belongie-2002,
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;;; entry Bengio-localfailure-TR-2005 from bengiolecun_chapter.bib
@techreport{Bengio-localfailure-TR-2005,
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    institution = {D\'epartement d'informatique et recherche op\'erationnelle, 
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;;; entry Bengio-localfailure-NIPS-2006 from bengiolecun_chapter.bib
@incollection{Bengio-localfailure-NIPS-2006,
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    editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt},
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    year = {2006},
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}


;;; entry Bengio-eigen-NC2004 from bengiolecun_chapter.bib
@article{Bengio-eigen-NC2004,
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;;; entry Bengio-nips-2006 from bengiolecun_chapter.bib
@incollection{Bengio-nips-2006,
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    year = {2007},
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;;; entry Bengio+Monperrus-2005 from bengiolecun_chapter.bib
@incollection{Bengio+Monperrus-2005,
    author = {Yoshua Bengio and Martin Monperrus},
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    address = {Cambridge, MA},
    year = {2005},
}


;;; entry bengio:2005 from collobert_chapter.bib
;;; entry Bengio+al-2006 from bengiolecun_chapter.bib
@incollection{Bengio+al-2006,
    author = {Yoshua Bengio and Nicolas {Le Roux} and 
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    title = {Convex Neural Networks},
    booktitle = {Advances in Neural Information Processing Systems 18},
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    pages = {123--130},
    year = {2006},
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;;; entry BenBre00 from lin_chapter.bib
@inproceedings{BenBre00,
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;;; entry bennett00support from loosli_chapter.bib
@article{bennett00support,
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;;; entry Bennet98 from sindhwani_chapter.bib
;;; entry bennett:1998 from collobert_chapter.bib
@incollection{bennett:1998,
    author = {Kristin P. Bennett and Ayhan Demiriz},
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;;; entry Ben02 from keerthi_chapter.bib
;;; entry BenMomEmb02 from sonnenburg_chapter.bib
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@article{berger,
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;;; entry Bern1997 from raykar_chapter.bib
@inproceedings{Bern1997,
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;;; entry Bertsekas95 from lin_chapter.bib
@book{Bertsekas95,
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;;; entry Bi04 from keerthi_chapter.bib
;;; entry BiZhaBen04 from sonnenburg_chapter.bib
@inproceedings{BiZhaBen04,
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@incollection{bie:2004,
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@incollection{Bilbro89,
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;;; entry Bor05 from chapelle_chapter.bib
;;; entry bordes from haffner_chapter.bib
;;; entry Bordes05 from lin_chapter.bib
;;; entry bordes-ertekin-weston-bottou-2005 from bengiolecun_chapter.bib
;;; entry bordes-ertekin-weston-bottou-2005 from durdanovic_chapter.bib
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@article{Bordes05,
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;;; entry Bos92 from chapelle_chapter.bib
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;;; entry boser1992 from durdanovic_chapter.bib
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@incollection{bottou-98x,
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@inproceedings{bottou-cortes-94,
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;;; entry bottou04 from loosli_chapter.bib
@incollection{bottou04,
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;;; entry BoyVan04 from chapelle_chapter.bib
@book{BoyVan04,
    author = {Stephen Boyd and Lieven Vandenberghe},
    title = {Convex Optimization},
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;;; entry Brand2003 from bengiolecun_chapter.bib
@incollection{Brand2003,
    author = {Matthew Brand},
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;;; entry bren73 from jegelka_chapter.bib
@book{bren73,
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;;; entry Burges98 from chapelle_chapter.bib
@article{Burges98,
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;;; entry Bur97 from keerthi_chapter.bib
@incollection{Bur97,
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@inproceedings{campbell00query,
    author = {Colin Campbell and Nello Cristianini and Alexander J. Smola},
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;;; entry Cardoso98 from jegelka_chapter.bib
@article{Cardoso98,
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;;; entry ChaLin00 from lin_chapter.bib
@article{ChaLin00,
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;;; entry ChaLin99 from lin_chapter.bib
@article{ChaLin99,
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;;; entry ChaLaw94 from sonnenburg_chapter.bib
@article{ChaLaw94,
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;;; entry continuation from sindhwani_chapter.bib
@inproceedings{continuation,
    author = {Olivier Chapelle and Mingmin Chi and Alexander Zien},
    title = {A Continuation Method for Semi-Supervised {SVMs}},
    booktitle = {Proceedings of the 23rd International Conference on Machine Learning},
    year = {2006},
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;;; entry chapelle01incorporating from loosli_chapter.bib
@incollection{chapelle01incorporating,
    author = {Chapelle, Olivier and Bernhard Sch\"{o}lkopf},
    title = {Incorporating invariances in nonlinear SVMs},
    year = {2002},
    publisher = {{MIT} Press},
    pages = {609--616},
    booktitle = {Advances in Neural Information Processing Systems 14},
    editor = {Thomas G. Dietterich  and Sue Becker and Zoubin Ghahramani},
    address = {Cambridge, MA},
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;;; entry Cha02 from chapelle_chapter.bib
@article{Cha02,
    author = {Chapelle, Olivier and Vapnik, Vladimir N. and Bousquet, Olivier and Mukherjee, Sayan},
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    journal = {Machine Learning},
    year = {2002},
    volume = {46},
    pages = {131--159},
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;;; entry Cha00 from chapelle_chapter.bib
@incollection{Cha00,
    author = {Olivier Chapelle and Jason Weston and L\'eon Bottou and Vladimir N. Vapnik},
    title = {Vicinal Risk Minimization},
    booktitle = {Advances in Neural Information Processing Systems 12},
    year = {2000},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
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;;; entry chapelle:2005 from collobert_chapter.bib
;;; entry ChaZie2005 from sindhwani_chapter.bib
@inproceedings{ChaZie2005, 
    author = {Olivier Chapelle and Alexander Zien},
    title = {Semi-Supervised Classification by Low Density Separation},
    booktitle = {Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics},
    pages ={57--64},
    year = {2005},
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;;; entry Chen06 from jegelka_chapter.bib
@inproceedings{Chen06,
    author = {Aiyou Chen},
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    booktitle = {Proceedings of 6th {I}nternational {C}onference on ICA and BSS },
    pages = {24--31},
    year = {2006},
    volume = {3889},
    series = {Lecture Notes in Computer Science},
    address = {Heidelberg},
    publisher = {Springer-Verlag},
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;;; entry CheBic05 from jegelka_chapter.bib
@article{CheBic05,
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;;; entry PHC05a from lin_chapter.bib
@article{PHC05a,
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;;; entry Chung1997 from raykar_chapter.bib
@book{Chung1997,
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;;; entry ciarlet:1990 from collobert_chapter.bib
@book{ciarlet:1990,
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@incollection{cohn95active,
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    pages = {705--712},
    year = {1995},
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;;; entry Collobert04 from lin_chapter.bib
@phdthesis{Collobert04,
    author = {Ronan Collobert},
    title = {Large Scale Machine Learning},
    school = {Universit\'e Paris {VI}},
    year = {2004},
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;;; entry CBB2002 from yomtov_chapter.bib
@incollection{CBB2002,
    key = {CBB2002},
    author = {Ronan Collobert and Samy Bengio and Yoshua Bengio},
    title = {A Parallel Mixture of {SVM}s for Very Large Scale Problems},
    booktitle = {Advances in Neural Information Processing Systems 14},
    year = {2002},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
}
 
 
;;; entry Col02 from chapelle_chapter.bib
;;; entry colben2002 from durdanovic_chapter.bib
@article{colben2002,
    author = {Ronan Collobert and Samy Bengio and Yoshua Bengio},
    title = {A parallel mixture of {SVMs} for very large scale problems},
    journal = {Neural Computation},
    volume = {14},
    number = {5},
    year = {2002},
     pages = {1105--1114},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
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;;; entry collobert2002 from durdanovic_chapter.bib
@techreport{collobert2002,
    author = {Ronan Collobert and Samy Bengio and Johnny Mari\'ethoz},
    title = {Torch: {A} modular machine learning software library},
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    number = {02--46},
    address = {Martigny, Switzerland},
    year = {2002},
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;;; entry collobert:2006 from collobert_chapter.bib
;;; entry Collobert2006 from sindhwani_chapter.bib
@article{collobert:2006,
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    title = {Large Scale Transductive {SVMs}},
    journal = {Journal of Machine Learning Research},
    volume = {7},
    pages = {1687--1712},
    year = {2006},
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;;; entry Comon94 from jegelka_chapter.bib
@article{Comon94,
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    journal = {Signal Processing},
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;;; entry CorHafMoh04 from sonnenburg_chapter.bib
;;; entry rational-jmlr from haffner_chapter.bib
@article{CorHafMoh04,
    author = {Corinna Cortes and Patrick Haffner and Mehryar Mohri},
    title = {{Rational kernels: Theory and algorithms}},
    journal = {Journal of Machine Learning Research},
    month = {August},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    volume = {5},
    pages = {1035--1062},
    year = {2004},
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;;; entry cortes95svn from quinonero_chapter.bib
;;; entry Cortes95 from bengiolecun_chapter.bib
;;; entry cortes_svm from loosli_chapter.bib
;;; entry CorVap95 from haffner_chapter.bib
;;; entry CorVap95 from lin_chapter.bib
@article{CorVap95,
    author = {Corinna Cortes and Vladimir Vapnik},
    title = {Support-Vector Network},
    journal = {Machine Learning},
    year = {1995},
    volume = {20},
    number = {3},
    pages = {273--297},
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;;; entry NIPS2003_AA29 from loosli_chapter.bib
;;; entry crammer03 from haffner_chapter.bib
@incollection{crammer03,
    author = { Koby Crammer and Jaz Kandola and Yoram Singer},
    title = { Online Classification on a Budget},
    booktitle = {Advances in Neural Information Processing Systems 16},
    editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2004},
}



;;; entry ShaCri00 from chapelle_chapter.bib
;;; entry svm_book from raykar_chapter.bib
@book{ShaCri00,
    title = {An Introduction to Support Vector Machines (and {O}ther {K}ernel-{B}ased {L}earning {M}ethods) },
    publisher = {Cambridge University Press},
    address = {Cambridge, UK},
    year = {2000},
    author = {Nello Cristianini and John Shawe-Taylor},
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;;; entry casto05personal from quinonero_chapter.bib
@misc{casto05personal,
    author = {Lehel Csat{\'o}},
    year = 2005,
    note = {Personal communication at the 2005 Sheffield Gaussian Process Round Table,
            organized by Neil D. Lawrence},
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;;; entry Csato2002 from raykar_chapter.bib
;;; entry csato02sparse from quinonero_chapter.bib
@article{Csato2002,
    author = {Lehel Csat\'{o} and Manfred Opper},
    title = {Sparse Online {G}aussian Processes},
    journal = {Neural Computation},
    year = {2002},
    volume = {14},
    number = {3},
    publisher = {{MIT} Press},
    pages = {641--669},
    address = {Cambridge, MA},
}


;;; entry csato-opper-winther-02 from quinonero_chapter.bib
@inproceedings{csato-opper-winther-02,
    author = {Lehel Csat{\'o} and Manfred Opper and Ole Winther},
    title = {{TAP} {G}ibbs free energy, belief propagation and sparsity},
    booktitle = {Neural Information Processing Systems 14},
    year = {2003},
    publisher = {{MIT} Press},
    editor = {Thomas G. Dietterich and Sue Becker and Zoubin Ghahramani},
    pages = {657--663},
    address = {Cambridge, MA},
}


;;; entry MNIST from loosli_chapter.bib
@article{MNIST,
    author = {Yann {LeCun} and L\'eon Bottou and Yoshua Bengio and Patrick Haffner},
    title = {Gradient-based learning applied to document recognition},
    journal = {Proceedings of the IEEE},
    volume = {86},
    number = {11},
    pages = {2278--2324},
    year = {1998},
}


;;; entry lecun:1998 from collobert_chapter.bib
@incollection{lecun:1998,
    author = {Yann {LeCun} and L\'eon Bottou and Genevieve B. Orr and Klaus-Robert M\"uller},
    title = {Efficient BackProp},
    booktitle = {Neural Networks: Tricks of the Trade},
    editor = {Genevieve B. Orr and Klaus-Robert M\"{u}ller},
    publisher = {Springer-Verlag},
    address = {New York},
    pages = {9--50},
    year = {1998},
}


;;; entry Dam95 from sonnenburg_chapter.bib
@article{Dam95,
    author = {Damashek, Mark},
    journal = {Science},
    number = {5199},
    pages = {843--848},
    title = {Gauging Similarity with $n$-Grams: Language-Independent 
             Categorization of Text},
    volume = {267},
    year = {1995},
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;;; entry dapuzzo2003 from durdanovic_chapter.bib
@article{dapuzzo2003,
    author = {Marco D'Apuzzo and Marina Marino},
    title = {Parallel computational issues of an interior point method for solving large bound-constrained quadratic programming problems},
    journal = {Journal of Parallel Computing},
    volume = {29},
    number = {4},
    pages = {467--483},
    year = {2003},
}


;;; entry DavGoa06 from sonnenburg_chapter.bib
@techreport{DavGoa06,
    author = {Davis, Jesse and Goadrich, Mark},
    title = {The Relationship Between Precision-Recall and {ROC} Curves},
    institution = {University of Wisconsin, Madison},
    type = {Technical Report \#1551},
    year = {2006},
    month = {January},
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;;; entry Dec02 from keerthi_chapter.bib
;;; entry Decoste-2002 from bengiolecun_chapter.bib
@article{Decoste-2002,
    author = {Dennis {DeCoste} and Bernhard Sch\"olkopf},
    title = {Training invariant support vector machines},
    journal = {Machine Learning},
    volume = {46},
    pages = {161--190},
    year = {2002},
}


;;; entry FreWanMah05 from chapelle_chapter.bib
;;; entry freitas2005 from quinonero_chapter.bib
;;; entry freitas_nips_2006 from raykar_chapter.bib
@incollection{FreWanMah05,
 title = {Fast {Krylov} Methods for N-Body Learning},
 author = {Nando de Freitas and Yang Wang and Maryam Mahdaviani and Dustin Lang},
 booktitle = {Advances in Neural Information Processing Systems 18},
 editor = {Y. Weiss and B. Sch\"{o}lkopf and J. Platt},
 publisher = {{MIT} Press},
 address = {Cambridge, MA},
 pages = {251--258},
 year = {2006}
}


;;; entry Delalleau+al-2005 from bengiolecun_chapter.bib
@inproceedings{Delalleau+al-2005,
    title = {Efficient Non-Parametric Function Induction in Semi-Supervised Learning},
    pages = {96--103},
    author = {Olivier Delalleau and Yoshua Bengio and Nicolas {Le Roux}},
    booktitle = {Proceedings of the 10th International Workshop on
         Artificial Intelligence and Statistics},
    editor = {Robert G. Cowell and Zoubin Ghahramani},
    month = {January},
    year = {2005},
    address = {Savannah Hotel, Hastings, Barbados},
    publisher = {Society for Artificial Intelligence and Statistics},
}


;;; entry DHKWS99 from sonnenburg_chapter.bib
@article{DHKWS99,
    author = {Arthur L. Delcher and Douglas Harmon and Simon Kasif
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    journal = {Nucleic Acids Research},
    volume = {27},
    number = {23},
    year = {1999},
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;;; entry DemBenSha02 from sonnenburg_chapter.bib
@article{DemBenSha02,
    author = {Ayhan Demiriz and Kristin P. Bennett and John Shawe-Taylor},
    title = {Linear Programming Boosting via Column Generation},
    journal = {Machine Learning},
    pages = {225--254},
    volume = {46},
    year = {2002},
}


;;; entry Demsar06 from yomtov_chapter.bib
@article{Demsar06,
    key = {Demsar06},
    author = {Janez Dem\u{s}ar},
    title = {Statistical Comparisons of Classifiers over Multiple Data Sets},
    journal = {Journal of Machine Learning Research},
    year = {2006},
    volume = {7},
    pages = {1--30},
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;;; entry devroye:1996 from collobert_chapter.bib
@book{devroye:1996,
    annote = {S11},
    author = {Luc Devroye and L\'azl\'o Gy{\"o}rfi and Gabor Lugosi},
    title = {A Probabilistic Theory of Pattern Recognition},
    publisher = {Springer-Verlag},
    address = {New York},
    year = {1996},
    volume = {31},
    series = {Applications of {M}athematics},
}


;;; entry dong2003 from durdanovic_chapter.bib
@inproceedings{dong2003,
    author = {Jian-Xiong Dong and Adam Krzyzak and Ching Y. Suen},
    title = {A Fast Parallel Optimization for Training Support Vector Machine.},
    booktitle = {Machine Learning and Data Mining in Pattern Recognition},
    year = {2003},
    pages = {96--105},
}


;;; entry top_ten_algos from raykar_chapter.bib
@article{top_ten_algos,
    author = {Jack Dongarra and Francis Sullivan},
    title = {The Top Ten Algorithms of the Century},
    journal = {Computing in Science and Engineering},
    year = {2000},
    volume = {2},
    pages = {22--23},
    number = {1},
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;;; entry Dow01 from keerthi_chapter.bib
@article{Dow01,
    author = {Downs, Tom and Gates, Kevin E. and Masters, Anette},
    title = {Exact simplification of support vector solutions},
    journal = {Journal of Machine Learning Research},
    year = {2001},
    volume = {2},
    pages = {293--297},
}


;;; entry DriKanMah04 from jegelka_chapter.bib
@techreport{DriKanMah04,
    author = {Petros Drineas and Ravi Kannan and Michael W. Mahoney},
    title = {Fast {Monte Carlo} Algorithms for Matrices {I}: Approximating Matrix Multiplication},
    institution = {Yale University},
    address ={New Haven, CT},
    year = {2004},
    number = {YALEU/DCS/TR-1270},
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;;; entry DriMah05 from jegelka_chapter.bib
@article{DriMah05,
    author = {Petros Drineas and Michael W. Mahoney},
    title = {On the {Nystr\"{o}m} Method for Approximating a Gram Matrix for Improved Kernel-Based Learning},
    journal = {Journal of Machine Learning Research},
    year = {2005},
    volume = {6},
    pages = {2153--2175},
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;;; entry DHS2001 from yomtov_chapter.bib
@book{DHS2001,
    key = {DHS2001},
    author = {Richard O. Duda and Peter E. Hart and David G. Stork},
    title = {Pattern {C}lassification},
    year = {2001},
    publisher = {Wiley},
    address = {New York},
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;;; entry dudik-colt from haffner_chapter.bib
@inproceedings{dudik-colt,
    title = {{Performance guarantees for regularized maximum entropy density estimation}},
    author = {Miroslav Dudik and Steven Phillips and Robert E. Schapire},
    booktitle = {Proceedings of COLT'04},
    address = {Banff, Canada},
    publisher = {Springer-Verlag},
    year = {2004},
}


;;; entry EdeAriSmi98 from jegelka_chapter.bib
@article{EdeAriSmi98,
    author = {Alan Edelman and Tom\`as A. Arias and Steven T. Smith},
    title = {The Geometry of Algorithms with Orthogonality Constraints},
    journal = {SIAM Journal on Matrix Analysis and Applications},
    year = {1998},
    volume = {20},
    pages = {303--353},
    number = {2},
}

;;; entry elisseeff added by Weston and Collobert 
@phdthesis{elisseeff:2000,
    author = {Andr\'e Elisseeff},
    title = {\'Etude de la complexit\'e et contr\^ole de la capacit\'e des syst\`emes d'apprentissage: SVM multi-classe, r\'eseaux de regularization et r\'eseaux de neurones multi-couche},
    school = "{ENS}-Lyon, France",
    year = {2000},
}

;;; entry EriKoi03 from jegelka_chapter.bib
@article{EriKoi03,
    author = {Jan Eriksson and Visa Koivunen},
    title = {Characteristic-function-based independent component analysis},
    journal = {Signal Processing},
    year = {2003},
    volume = {83},
    number = {10},
    pages = {2195--2208},
}


;;; entry Fan05 from lin_chapter.bib
;;; entry Fan05 from haffner_chapter.bib
@article{Fan05,
    author = {Rong-En Fan and Pai-Hsune Chen and Chih-Jen Lin},
    title = {Working Set Selection Using Second Order Information for Training {SVM}},
    year = {2005},
    journal = {Journal of Machine Learning Research},
    volume = {6},
    pages = {1889--1918},
}


;;; entry rong-en2005 from durdanovic_chapter.bib
@article{rong-en2005,
    author = {Rong-En Fan and Pai-Hsune Chen and Chih-Jen Lin},
    title = {Working Set Selection Using Second Order Information for Training {SVM}},
    year = {2005},
    journal = {Journal of Machine Learning Research},
    volume = {6},
    pages = {1889--1918},
}


;;; entry Fas05 from chapelle_chapter.bib
@incollection{Fas05,
    author = {Greg Fasshauer},
    editor = {M. Rieth and W. Schommers},
    booktitle = {Handbook of Theoretical and Computational Nanotechnology},
    title = {Meshfree Methods},
    publisher = {American Scientific},
    address = {Valencia, CA},
    year = {2005},
}


;;; entry Faw03 from sonnenburg_chapter.bib
@techreport{Faw03,
    author = {Tom Fawcett},
    title = {{ROC} graphs: Notes and practical considerations for data mining researchers},
    institution = {HP Laboratories},
    number = {HPL-2003-4},
    year = {2003},
    month = {January},
    address = {Palo Alto, CA, USA},
}


;;; entry feder_acm_1988 from raykar_chapter.bib
@inproceedings{feder_acm_1988,
    author = {Tom\'as Feder and Daniel Greene},
    title = {Optimal algorithms for approximate clustering},
    booktitle = {Proceedings 20th ACM Symposium Theory of Computing},
    year = {1988},
    pages = {434--444},
}


;;; entry Feuerverger93 from jegelka_chapter.bib
@article{Feuerverger93,
    author = {Andrey Feuerverger},
    title = {A Consistent Test for Bivariate Dependence},
    journal = {International Statistical Review},
    year = {1993},
    volume = {61},
    number = {3},
    pages = {419--433},
}


;;; entry Fine2001 from raykar_chapter.bib
;;; entry FinSch01 from lin_chapter.bib
;;; entry FinSch01 from jegelka_chapter.bib
;;; entry FinSch01 from chapelle_chapter.bib
;;; entry FS2001 from yomtov_chapter.bib
@article{FinSch01,
    author = {Shai Fine and Katya Scheinberg},
    title = {Efficient {SVM} Training Using Low-Rank Kernel Representations},
    journal = {Journal of Machine Learning Research},
    year = {2001},
    volume = {2},
    pages = {243--264},
    month = {Dec},
}



;;; entry Fre60 from sonnenburg_chapter.bib
@article{Fre60,
    author = {Edward Fredkin},
    title = {Trie Memory},
    journal = {Communications of the ACM},
    publisher = {ACM},
    year = {1960},
    volume = {3},
    number = {9},
    pages = {490--499},
}



;;; entry freund:1996 from collobert_chapter.bib
@inproceedings{freund:1996,
    author = {Yoav Freund and Robert E. Schapire},
    title = {Experiments with a new Boosting algorithm},
    booktitle = {Proceedings of the 13th International Conference on Machine Learning},
    publisher = {Morgan Kaufmann},
   address = {San Francisco},
    year = {1996},
    pages = {148--146},
}


;;; entry freund98 from loosli_chapter.bib
@inproceedings{freund98,
    author = {Yoav Freund and Robert E. Schapire},
    title = {Large Margin Classification Using the Perceptron Algorithm},
    booktitle = {Machine Learning: Proceedings of the Fifteenth International Conference},
    publisher = {Morgan Kaufmann},
    address = {San Francisco},
    editor = {J.~Shavlik},
    year = {1998},
}


;;; entry Fri01 from keerthi_chapter.bib
@article{Fri01,
    author = {Friedman, Jerome H.},
    title = {Greedy function approximation: {A} gradient boosting machine},
    journal = {Annals of Statistics},
    year = {2001},
    volume = {29},
    pages = {1180},
}


;;; entry Friedman40 from yomtov_chapter.bib
@article{Friedman40,
    key = {Friedman40},
    author = {Milton Friedman},
    title = {A comparison of alternative tests of significance for the problem of m rankings},
    journal = {Annals of Mathematical Statistics},
    year = {1940},
    volume = {11},
    pages = {86--92},
}


;;; entry Friedman37 from yomtov_chapter.bib
@article{Friedman37,
    key = {Friedman37},
    author = {Milton Friedman},
    title = {The use of ranks to avoid the assumption of normality implicit in the analysis of variance},
    journal = {Journal of the American Statistical Association},
    year = {1937},
    volume = {32},
    pages = {675--701},
}


;;; entry FCC1998 from yomtov_chapter.bib
;;; entry FriCriCam98 from loosli_chapter.bib
@inproceedings{FCC1998,
    author = {Thilo-Thomas {Frie\ss{}} and Nello Cristianini and Colin Campbell},
    title = {The Kernel-Adatron Algorithm: A Fast and Simple Learning Procedure for Support Vector Machines},
    booktitle = {ICML'98: Proceedings of the 15th 
                 International Conference on Machine Learning},
    year = {1998},
    pages = {188--196},
    publisher = {Morgan Kaufmann},
    address = {San Francisco},
}



;;; entry CGLS from sindhwani_chapter.bib
@article{CGLS,
    author = {Andreas Frommer and Peter Maa\ss{}},
    title = {Fast {CG}-Based Methods for {T}ikhonov-{P}hillips Regularization},
    journal = {SIAM Journal on Scientific Computing},
    volume = {20},
    pages = {1831--1850},
    year = {1999},
}


;;; entry FukBacJor04 from jegelka_chapter.bib
@article{FukBacJor04,
    author = {Kenji Fukumizu and Francis Bach and Michael I. Jordan},
    title = {Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces},
    journal = {Journal of Machine Learning Research},
    year = {2004},
    volume = {5},
    pages = {73--99},
}


;;; entry fukushima-1988 from loosli_chapter.bib
@article{fukushima-1988,
    author = {Kunihiko Fukushima},
    title = {Neocognitron: A hierarchical neural network capable of visual pattern recognition},
    journal = {Neural Networks},
    year = {1988},
    volume = {1},
    number = {2},
    pages = {119--130},
}



;;; entry fung2001 from durdanovic_chapter.bib
@inproceedings{fung2001,
    author = {Glenn Fung and Olvi L. Mangasarian},
    title = {Proximal support vector machine classifiers},
    booktitle = {KDD 2001. Proceedings of the 7th ACM SIGKDD {I}nternational 
                 {C}onference on Knowledge {D}iscovery and {D}ata {M}ining},
    year = {2001},
    pages = {77--86},
    location = {San Francisco, California},
    publisher = {ACM Press},
    address = {New York}
}


;;; entry FungMangasarian2001 from sindhwani_chapter.bib
;;; entry fung:2001 from collobert_chapter.bib
@article{FungMangasarian2001,
    author = {Glenn Fung and Olvi L. Mangasarian},
    title = {Semi-Supervised Support Vector Machines for Unlabeled Data Classification},
    journal = {Optimization Methods and Software},
    volume = {15},
    publisher = {Kluwer Academic Publishers},
    pages = {29--44},
    year = {2001},
}


;;; entry genov2003k from durdanovic_chapter.bib
@article{genov2003k,
    author = {Roman Genov and Gert Cauwenberghs},
    title = {Kerneltron: Support Vector Machine in Silicon.},
    journal = {IEEE Transactions on Neural Networks},
    volume = {14},
    number = {5},
    year = {2003},
    pages = {1426--1434},
}


;;; entry genov2003 from durdanovic_chapter.bib
@article{genov2003,
    author = {Roman Genov and Shantanu Chakrabartty and Gert Cauwenberghs},
    title = {Silicon Support Vector Machine with On-Line Learning.},
    journal = {International Journal of Pattern Recognition and Artificial Intelligence},
    volume = {17},
    number = {3},
    year = {2003},
    pages = {385--404},
}


;;; entry gentile-2001 from loosli_chapter.bib
@article{gentile-2001,
    author = {Claudio Gentile},
    title = {A New Approximate Maximal Margin Classification Algorithm},
    journal = {Journal of Machine Learning Research},
    year = {2001},
    volume = {2},
    pages = {213--242},
}


;;; entry gibbs-mackay-97a from quinonero_chapter.bib
@unpublished{gibbs-mackay-97a,
    author = {Gibbs, Mark N. and MacKay, David J. C.},
    title = {{Efficient Implementation of Gaussian processes}},
    year = {1997},
    note = {Unpublished manuscript. Cavendish Laboratory, Cambridge, UK. 
            \url{http://www.inference.phy.cam.ac.uk/ mackay/BayesGP.html}}
}


;;; entry GlaIge06 from lin_chapter.bib
@article{GlaIge06,
    author = {Tobias Glasmachers and Christian Igel},
    title = {Maximum-Gain Working Set Selection for {SVMs}},
    journal = {Journal of Machine Learning Research},
    year = {2006},
    volume = {7},
    pages = {1437--1466},
    month = {July},
}


;;; entry goharian00 from haffner_chapter.bib
@inproceedings{goharian00,
    author = {Nazli Goharian and Tarek El-Ghazawi and David Grossman and Abdur Chowdhury},
    title = {{On the Enhancements of a Sparse Matrix Information Retrieval Approach}},
    booktitle = {PDPTA'2000},
    year = {2000},
  volume={2}, 
  pages={0--4}
}


;;; entry goharian03 from haffner_chapter.bib
@article{goharian03,
    author = { Nazli Goharian and Ankit Jain and Qian Sun},
    title = {{Comparative analysis of sparse matrix algorithms for information retrieval}},
    journal = {Journal of Systemics, Cybernetics and Informatics},
    year = {2003},
}


;;; entry Golub:91a from loosli_chapter.bib (2nd edition)
;;; entry GolLoa96 from jegelka_chapter.bib
;;; entry GolLoa96 from chapelle_chapter.bib
;;; entry GolLoa96 from lin_chapter.bib
;;; entry golub-vanloan-89 from quinonero_chapter.bib
@book{GolLoa96,
    author = {Gene H. Golub and Van Loan, Charles F.},
    title = {Matrix Computations},
    edition = {3rd},
    publisher = {Johns Hopkins University Press},
    address = {Baltimore},
    year = {1996},
}


;;; entry gonzalez_tcs_1985 from raykar_chapter.bib
@article{gonzalez_tcs_1985,
    author = {Gonzalez, Teofilo},
    title = {Clustering to Minimize the Maximum Intercluster Distance},
    journal = {Theoretical Computer Science},
    year = {1985},
    volume = {38},
    pages = {293--306},
}


;;; entry NIPS2003_AA05 from loosli_chapter.bib
@inproceedings{NIPS2003_AA05,
    author = { Thore Graepel and Ralf Herbrich},
    title = { Invariant Pattern Recognition by Semi-Definite Programming Machines},
    booktitle = {Advances in Neural Information Processing Systems 16},
    editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2004},
}


;;; entry hpg04 from haffner_chapter.bib
;;; entry graf2004 from durdanovic_chapter.bib
;;; entry GCBD2004 from yomtov_chapter.bib
;;; entry GCBD2004 from yomtov_chapter.bib
@inproceedings{graf2004,
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    booktitle = {Advances in Neural Information Processing Systems 17},
    editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    pages = {521--528},
    year = {2005},
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;;; entry Gra02 from chapelle_chapter.bib
@inproceedings{Gra02,
    author = {Yves Grandvalet and St\'ephane Canu},
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    editor = {Becker, Sue and Thrun, Sebastian and Obermayer, Klaus},
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;;; entry gray2004a from quinonero_chapter.bib
@techreport{gray2004a,
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;;; entry GraMoo00 from chapelle_chapter.bib
;;; entry gray_nbody from raykar_chapter.bib
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;;; entry Gray2003 from raykar_chapter.bib
@inproceedings{Gray2003,
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@article{Greengard1994,
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;;; entry greengard_jcp_1987 from raykar_chapter.bib
;;; entry GreRok87 from chapelle_chapter.bib
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;;; entry GreBouSmoetal05 from jegelka_chapter.bib
@inproceedings{GreBouSmoetal05,
    author = {Arthur Gretton and Olivier Bousquet and Alexander J. Smola and Bernhard Sch\"{o}lkopf},
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;;; entry GreHerSmoBouSch05 from jegelka_chapter.bib
@article{GreHerSmoBouSch05,
    author = {Arthur Gretton and Ralf Herbrich and Alexander J. Smola and Olivier Bousquet and Bernhard Sch\"{o}lkopf},
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;;; entry Gus97 from sonnenburg_chapter.bib
@book{Gus97,
    author = {Gusfield, Dan},
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;;; entry Haffner-01 from bengiolecun_chapter.bib
@incollection{Haffner-01,
    author = {Haffner, Patrick},
    title = {Escaping the Convex Hull with Extrapolated Vector Machines},
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    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2002},
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;;; entry spcom from haffner_chapter.bib
@article{spcom,
    author = {Patrick Haffner},
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@book{Hardle2004,
    author = {Wolfgang H{\"a}rdle and Stefan Sperlich and Marlene M{\"u}ller and Axel Werwatz},
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;;; entry Haussler99 from sonnenburg_chapter.bib
@techreport{Haussler99,
    author = {David Haussler},
    title = {Convolutional Kernels on Discrete Structures},
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@article{HetKor93,
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;;; entry Hinton2007chapter from bengiolecun_chapter.bib
@inproceedings{Hinton2007chapter,
    title = {To recognize shapes, first learn to generate images},
    author = {Geoffrey E. Hinton},
    booktitle = {Computational Neuroscience: Theoretical insights into brain function},
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    address = {Amsterdam},
    publisher = {Elsevier},
    year = {2007},
}
 

;;; entry Hinton2002 from bengiolecun_chapter.bib
@article{Hinton2002,
    author = {Geoffrey E. Hinton},
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    journal = {Neural Computation},
    year = {2002},
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    pages = {1771--1800},
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;;; entry Hinton06 from bengiolecun_chapter.bib
@article{Hinton06,
    author = {Geoffrey E. Hinton and Simon Osindero and Yee Whye Teh},
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@book{Hastad87,
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;;; entry huang-lecun-06 from bengiolecun_chapter.bib
@inproceedings{huang-lecun-06,
    author = {Huang, Fu-Jie and LeCun, Yann},
    title = {Large-Scale Learning with {SVM} and Convolutional Nets for Generic Object Categorization},
    booktitle = {Proceedings of Computer Vision and Pattern Recognition Conference (CVPR'06)},
    publisher = {IEEE Press},
    address = {Piscataway, NJ},
    year = {2006},
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;;; entry Hush06 from lin_chapter.bib
@article{Hush06,
    author = {Don Hush and Patrick Kelly and Clint Scovel and Ingo Steinwart},
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    year = {2006},
    volume = {7},
    pages = {733--769},
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;;; entry Hush03 from lin_chapter.bib
@article{Hush03,
    author = {Don Hush and Clint Scovel},
    title = {Polynomial-time decomposition algorithms for support vector machines},
    year = {2003},
    journal = {Machine Learning},
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;;; entry HyvKarOja01 from jegelka_chapter.bib
@book{HyvKarOja01,
    title = {Independent Component Analysis},
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    address = {New York},
    year = {2001},
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;;; entry im00 from haffner_chapter.bib
@techreport{im00,
    author = {Eun-Jin Im},
    title = {{Optimizing the performance of sparse matrix-vector multiplication}},
    institution = {EECS Department, University of California, Berkeley},
    year = {2000},
    number = {UCB/CSD-00-1104},
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;;; entry izenman_review_paper from raykar_chapter.bib
@article{izenman_review_paper,
    author = {Izenman, Alan J.},
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;;; entry JaaDirHau00 from sonnenburg_chapter.bib
@article{JaaDirHau00,
    author = {Tommi S. Jaakkola and Mark Diekhans and David Haussler},
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    journal = {Journal of Computational Biology},
    year = {2000},
    volume = {7},
    pages = {95--114},
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;;; entry joachims:1999 from collobert_chapter.bib
;;; entry J1999 from yomtov_chapter.bib
;;; entry Joa99 from keerthi_chapter.bib
;;; entry Joa99 from sonnenburg_chapter.bib
;;; entry joachims1998 from durdanovic_chapter.bib
;;; entry Joa99 from chapelle_chapter.bib
;;; entry Joachims99 from lin_chapter.bib
;;; entry joachims1998 from durdanovic_chapter.bib
;;; entry light from haffner_chapter.bib
@incollection{Joa99,
    author = {Thorsten Joachims},
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    year = {1999},
    pages = {169--184},
    booktitle = {Advances in Kernel Methods --- Support Vector Learning},
    editor = {Bernhard Sch\"{o}lkopf and Christopher J. C. Burges 
              and Alexander J. Smola},
    address = {Cambridge, MA},
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;;; entry Joa98 from sonnenburg_chapter.bib
;;; entry joachims98 from haffner_chapter.bib
@inproceedings{Joa98,
    author = {Thorsten Joachims},
    title = {Text Categorization with Support Vector Machines: Learning with Many Relevant Features},
    booktitle = {ECML'98: Proceedings of the 10th European 
                 Conference on Machine Learning},
    editor = {Claire N{\'e}dellec and C\'{e}line Rouveirol},
    series = {Lecture Notes in Computer Science},
    publisher = {Springer-Verlag},
    address = {Berlin},
    year = {1998},
    pages = {137--142},
}

;;; entry joachims06si from haffner_chapter.bib
;;; entry svmperf from sindhwani_chapter.bib
@inproceedings{joachims06,
    author = {Thorsten Joachims},
    title = {Training Linear {SVMs} in Linear Time},
    booktitle = {Proceedings of the 12th ACM SIGKDD {I}nternational {C}onference},
    year = {2006},
    published = {ACM Press},
    address = {New York}
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;;; entry joachims:1999a from collobert_chapter.bib
;;; entry joachims99transductive from bengiolecun_chapter.bib
;;; entry tsvm from sindhwani_chapter.bib
@inproceedings{joachims99transductive,
    author = {Thorsten Joachims},
    title = {Transductive Inference for Text Classification using Support Vector Machines},
    booktitle = {Proceedings of {ICML}-99, 16th International Conference on Machine Learning},
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;;; entry Jones1996 from raykar_chapter.bib
@article{Jones1996,
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;;; entry Jordan98 from bengiolecun_chapter.bib
@book{Jordan98,
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    title = {Learning in Graphical Models},
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;;; entry Kan95 from jegelka_chapter.bib
@phdthesis{Kan95,
    author = {Annaliisa Kankainen},
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             Based on the Empirical Characteristic Function},
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;;; entry keerthi06building from quinonero_chapter.bib
@article{keerthi06building,
    author = {S. Sathiya Keerthi and Olivier Chapelle and Dennis DeCoste},
    title = {Building Support Vector Machines with Reduced Classifier Complexity},
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    year = {2006},
    volume = {7},
    pages = {1493--1515},
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;;; entry Kee05b from keerthi_chapter.bib
@inproceedings{Kee05b,
    author = {Keerthi, S. Sathiya and Chu, Wei},
    title = {A matching pursuit approach to sparse {G}aussian process regression},
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    year = {2006},
}


;;; entry keerthi06matching from quinonero_chapter.bib
@incollection{keerthi06matching,
    title = {A matching pursuit approach to sparse {GP} regression},
    author = {S. Sathiya Keerthi and Wei Chu},
    booktitle = {Advances in Neural Information Processing Systems 18},
    editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2006},
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;;; entry Kee05 from keerthi_chapter.bib
;;; entry Kee05 from chapelle_chapter.bib
@article{Kee05,
    author = {Keerthi, S. Sathiya and DeCoste, Dennis},
    title = {A modified finite {N}ewton method for fast solution of large scale linear SVMs},
    journal = {Journal of Machine Learning Research},
    year = {2005},
    volume = {6},
    pages = {341--361},
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;;; entry Keerthi05 from sindhwani_chapter.bib
@article{Keerthi05,
    author = {S. Sathiya Keerthi and Dennis {DeCoste}},
    title = {A Modified Finite Newton Method for Fast Solution of Large Scale Linear SVMs},
    journal = {Journal of Machine Learning Research},
    volume = {6},
    pages = {341--361},
    year = {2005},
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;;; entry KeeGil02 from lin_chapter.bib
;;; entry keerthi2002 from durdanovic_chapter.bib
@article{KeeGil02,
    author = {S. Sathiya Keerthi and Elmer G. Gilbert},
    title = {Convergence of a Generalized {SMO} Algorithm for {SVM} Classifier Design},
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    volume = {46},
    number = {1--3},
    publisher = {Kluwer},
    pages = {351--360},
    year = {2002},
}


;;; entry KeeSheBhaMur99 from lin_chapter.bib
@techreport{KeeSheBhaMur99,
    author = {S. Sathiya Keerthi and Shirish K. Shevade and Chiranjib Bhattacharyya and Krishna R. K. Murthy},
    title = {A Fast Iterative Nearest Point Algorithm for Support Vector Machine Classifier Design},
    institution = {Indian Institute of Science, Bangalore},
    number = {TR-ISL-99-03},
    year = {1999},
}


;;; entry Keerthi01 from lin_chapter.bib
;;; entry keerthi2001 from durdanovic_chapter.bib
@article{Keerthi01,
    author = {Keerthi, S. Sathiya and Shevade, Shirish K. and Bhattacharyya, Chiranjib and Murthy, Krishna R. K.},
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    year = {2001},
    journal = {Neural Computation},
    volume = {13},
    issue = {3},
    pages = {637--649},
}


;;; entry Kim70 from chapelle_chapter.bib
@article{Kim70,
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;;; entry kivinen02online from loosli_chapter.bib
@inproceedings{kivinen02online,
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    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    pages = {785--793},
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;;; entry Knu73c from sonnenburg_chapter.bib
@book{Knu73c,
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;;; entry krause:2004 from collobert_chapter.bib
@inproceedings{krause:2004,
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@article{KuFin05,
    author = {{Chin-Jen} Ku and Terence L. Fine},
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    volume = {53},
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;;; entry KuaIeWanWanSidFreLes04 from sonnenburg_chapter.bib
@inproceedings{KuaIeWanWanSidFreLes04,
    author = {Rui Kuang and Eugene Ie and Ke Wang and Kai Wang and 
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    title = {Profile-based string kernels for remote homology detection and motif extraction},
    booktitle = {Computational Systems Bioinformatics Conference 2004},
    pages = {146--154},
    year = {2004},
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;;; entry kudo from haffner_chapter.bib
@inproceedings{kudo,
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    title = {Fast methods for kernel-based text analysis},
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    year = {2003},
    pages = {24--31},
    location = {Sapporo, Japan},
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;;; entry kuss05 from quinonero_chapter.bib
@article{kuss05,
    author = {Malte Kuss and Carl Edward Rasmussen},
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    pages = {1679--1704},
    year = {2005},
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;;; entry Lai03 from lin_chapter.bib
@techreport{Lai03,
    author = {Damiel Lai and Nallasamy Mani and Marimuthu Palaniswami},
    title = {A new method to select working sets for faster training for support vector machines},
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    year = {2003},
    institution = {Department of Electrical and Computer Systems Engineering, Monash University, Australia},
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;;; entry LanBieCriJorNob04 from sonnenburg_chapter.bib
@article{LanBieCriJorNob04,
    author = {Gert R. G. Lanckriet and Tijl De Bie and Nello Cristianini 
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    year = {2004},
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;;; entry LanKlaFre05 from chapelle_chapter.bib
;;; entry lang_TR_2005 from raykar_chapter.bib
@techreport{LanKlaFre05,
    author = {Dustin Lang and Mike Klaas and Nando de Freitas},
    title = {Empirical Testing of Fast Kernel Density Estimation Algorithms},
    institution = {University of British Columbia},
    address = {Vancouver},
    year = {2005},
    number = {UBC TR-2005-03},
}



;;; entry lang-hinton-88 from loosli_chapter.bib
@techreport{lang-hinton-88,
    author = {Lang, Kevin J. and Hinton, Geoff E.},
    title = {A Time Delay Neural Network Architecture for Speech Recognition},
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;;; entry lawrence03informative from quinonero_chapter.bib
;;; entry Lawrence2003 from raykar_chapter.bib
;;; entry Law03 from keerthi_chapter.bib
@inproceedings{Lawrence2003,
    title = {Fast Sparse {G}aussian Process methods: {T}he Informative Vector Machine},
    pages = {625--632},
    booktitle = {Advances in Neural Information Processing Systems 15},
    publisher = {{MIT} Press},
    address = {Cambridge, MA}, 
    year = {2003},
    editor = {Becker, Sue and Thrun, Sebastian and Obermayer, Klaus},
    author = {Lawrence, Neil D. and Seeger, Matthias and Herbrich, Ralf},
    owner = {Vikas Raykar},
}


;;; entry MilFis03b from jegelka_chapter.bib
@article{MilFis03b,
    author = {Erik {Learned-Miller} and Fisher, III, John},
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    pages = {1271--1295},
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;;; entry LeCun89 from bengiolecun_chapter.bib
@article{LeCun89,
    author = {{LeCun}, Yann and Bernhard Boser and John S. Denker
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;;; entry LeCun98 from bengiolecun_chapter.bib
;;; entry LeCun97 from haffner_chapter.bib
@article{LeCun98,
    author = {Yann {LeCun} and L\'eon Bottou and Yoshua Bengio and Patrick Haffner},
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;;; entry denker-lecun-93 from bengiolecun_chapter.bib
@inproceedings{denker-lecun-93,
    author = {{LeCun}, Yann and Denker, John S.},
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;;; entry lecun-04 from bengiolecun_chapter.bib
@inproceedings{lecun-04,
    author = {{LeCun}, Yann and Huang, Fu-Jie and Bottou, L\'eon},
    title = {Learning Methods for Generic Object Recognition with Invariance to Pose and Lighting},
    booktitle = {Proceedings of CVPR'04},
    publisher = {IEEE Press},
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;;; entry lee_nips_2006 from raykar_chapter.bib
@inproceedings{lee_nips_2006,
    author = {Lee, Dongryeol and Gray, Alexander G. and Moore, Andrew},
    title = {Dual-Tree Fast {G}auss Transforms},
    booktitle = {Advances in Neural Information Processing Systems 18},
    publisher = {{MIT} Press},
    year = {2006},
    editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt},
    address = {Cambridge, MA},
}


;;; entry Lee01 from keerthi_chapter.bib
;;; entry Lee01 from chapelle_chapter.bib
;;; entry Lee2001 from raykar_chapter.bib
@inproceedings{Lee01,
    author = {Lee, Yuh-Jye and Mangasarian, Olvi L.},
    title = {{RSVM}: Reduced support vector machines},
    booktitle = {Proceedings of the first SIAM International Conference on Data Mining},
    publisher = {SIAM},
    address = {Philadelphia},
    year = {2001},
}


;;; entry Lee01b from chapelle_chapter.bib
@article{Lee01b,
    author = {Lee, Yuh-Jye and Mangasarian, Olvi L.},
    title = {{SSVM}: A Smooth Support Vector Machine for Classification},
    journal = {Computational Optimization and Applications },
    volume = {20},
    number = {1},
    pages = {5--22},
    year = {2001},
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;;; entry nips-7:Leen:1995 from loosli_chapter.bib
@incollection{nips-7:Leen:1995,
    author = {Todd K. Leen},
    title = {From Data Distributions to Regularization in Invariant Learning},
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    year = {1995},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
}


;;; entry LesEskNob02 from sonnenburg_chapter.bib
@inproceedings{LesEskNob02,
    author = {Christina Leslie and Eleazar Eskin and William S. Noble},
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@inproceedings{osuna1997,
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@inproceedings{Osu98,
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;;; entry Pla98 from chapelle_chapter.bib
;;; entry platt1999 from durdanovic_chapter.bib
;;; entry Platt99 from loosli_chapter.bib
;;; entry Platt99 from lin_chapter.bib
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;;; entry smo from haffner_chapter.bib
;;; entry platt:1999 from collobert_chapter.bib
@inproceedings{Platt99,
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@article{Poggio2003,
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@phdthesis{quinonero04thesis,
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@article{candela2005,
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@inproceedings{ranzato-06,
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@inbook{Rasmussen2006,
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;;; entry rasmussen02reduced from quinonero_chapter.bib
@techreport{rasmussen02reduced,
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;;; entry rasmussen-quinonero05healing from quinonero_chapter.bib
@inproceedings{rasmussen-quinonero05healing,
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@book{rasmussen-williams-06,
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@inbook{RaeSon04b,
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    pages = {277--298},
    year = {2004},
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;;; entry RaeSonSch06 from sonnenburg_chapter.bib
@article{RaeSonSch06,
    author = {Gunnar R\"atsch and S\"oren Sonnenburg and Christin Sch\"afer},
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    month = {March},
    volume = {7},
    pages = {(Suppl.~1):S9},
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;;; entry RaeSonSch05 from sonnenburg_chapter.bib
@article{RaeSonSch05,
    author = {Gunnar R{\"a}tsch and S\"oren Sonnenburg and Bernhard Sch\"{o}lkopf},
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    booktitle = {Proceedings  of the Annual International conference 
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    pages = {i369--i377},
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;;; entry Raykar2005f from raykar_chapter.bib
@techreport{Raykar2005f,
    author = {Raykar, Vikas C. and Yang, Changjaing and Duraiswami, Ramani and Gumerov, Nail A.},
    title = {Fast computation of sums of {G}aussians in high dimensions},
    institution = {Department of Computer Science, University of Maryland, College Park},
    year = {2005},
    number = {CS-TR-4767},
    owner = {Vikas Raykar},
}


;;; entry Reyna-Rojas2003 from durdanovic_chapter.bib
@inproceedings{Reyna-Rojas2003,
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@book{Duda-Hart,
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;;; entry RieLasMue06 from sonnenburg_chapter.bib
@inproceedings{RieLasMue06,
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    year = {2006},
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;;; entry RieLasSon06 from sonnenburg_chapter.bib
@incollection{RieLasSon06,
    author = {Konrad Rieck and Pavel Laskov and S{\"o}ren Sonnenburg},
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    booktitle = {Advances in Neural Information Processing Systems 19},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2006},
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;;; entry RifkinK04 from yomtov_chapter.bib
@article{RifkinK04,
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;;; entry roweis00lle from bengiolecun_chapter.bib
@article{roweis00lle,
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;;; entry Sal79 from sonnenburg_chapter.bib
@article{Sal79,
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;;; entry Saunders98 from lin_chapter.bib
@techreport{Saunders98,
    author = {Saunders, Craig J. and Stitson, Mark O. and 
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    institution = {Royal Holloway University of London},
    year = {1998},
    number = {CSD-TR-98-03},
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;;; entry Sch95 from chapelle_chapter.bib
@inproceedings{Sch95,
    author = {Robert Schaback},
    editor = {M. Daehlen and T. Lyche and L. Schumaker},
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;;; entry Schmitt-2002 from bengiolecun_chapter.bib
@article{Schmitt-2002,
    author = {Michael Schmitt},
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    volume = {14},
    number = {12},
    pages = {2997--3011},
    year = {2002},
}


;;; entry schohn00less from loosli_chapter.bib
@inproceedings{schohn00less,
    author = {Greg Schohn and David Cohn},
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    pages = {839--846},
    address ={San Francisco},
    year = {2000},
    editor = {P. Langley},
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;;; entry scholkopf:1997 from collobert_chapter.bib
@inproceedings{scholkopf:1997,
    author = {Bernhard Sch\"{o}lkopf and Alexander J, Smola and Klaus-Robert M{\"{u}}ller},
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    pages = {583},
    year = {1997},
    series = {Lecture Notes in Computer Science},
    volume    = {1327},
    publisher = {Springer-Verlag},
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;;; entry SchSmoWilBar00 from lin_chapter.bib
@article{SchSmoWilBar00,
    author = {Bernhard {Sch\"olkopf} and Alexanxer J. Smola and Robert C. Williamson and Peter L. Bartlett},
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    journal = {Neural Computation},
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    issue = {5},
    pages = {1207--1245},
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;;; entry sch96incorporating from loosli_chapter.bib
@inproceedings{sch96incorporating,
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;;; entry SchBurSmo99 from bengiolecun_chapter.bib
@book{SchBurSmo99,
    author = {Bernhard Sch\"{o}lkopf and Christopher J. C. Burges and Alexander J. Smola},
    title = {Advances in Kernel Methods --- Support Vector Learning},
    address = {Cambridge, MA},
    publisher = {{MIT} Press},
    year = {1999},
}
 

;;; entry Sch99 from keerthi_chapter.bib
@article{Sch99,
    author = {Sch\"{o}lkopf, Bernhard and Mika, Sebastian and 
              Burges, Christopher J. C. and Knirsch, Philipp and 
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    title = {Input space vs. feature space in kernel-based methods},
    journal = {IEEE Transactions on Neural Networks},
    year = {1999},
    volume = {10},
    pages = {1000--1017},
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;;; entry SchPlaShaSmoWil00 from lin_chapter.bib
@article{SchPlaShaSmoWil00,
    author = {Bernhard Sch\"{o}lkopf and John Platt and John Shawe-Taylor 
              and Alexander J. Smola and Robert C. Williamson},
    title = {Estimating the support of a high-dimensional distribution},
    journal = {Neural Computation},
    volume = {13},
    issue = {7},
    pages = {1443--1471},
    year = {2001},
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;;; entry SS2002 from yomtov_chapter.bib
;;; entry schoelkopf:2002 from collobert_chapter.bib
;;; entry scholkopf_kernel from loosli_chapter.bib
;;; entry SchSmo02 from chapelle_chapter.bib
;;; entry SchSmo02 from lin_chapter.bib
@book{SchSmo02,
    author = {Bernhard Sch\"{o}lkopf and Alexander J. Smola},
    title = {Learning with Kernels},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2002},
}


;;; entry Scholkopf98 from bengiolecun_chapter.bib
;;; entry SchSmoMul98 from jegelka_chapter.bib
@article{SchSmoMul98,
    author = {Bernhard Sch\"{o}lkopf and Alexander J. Smola 
               and Klaus-Robert M\"{u}ller},
    title = {Nonlinear component analysis as a kernel Eigenvalue problem},
    journal = {Neural Computation},
    year = {1998},
    volume = {10},
    pages = {1299--1319},
    issue = {5},
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;;; entry SchTsuVer04 from sonnenburg_chapter.bib
@book{SchTsuVer04,
    title = {Kernel Methods in Computational Biology},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2004},
    author = {Bernhard Sch\"{o}lkopf and Koji Tsuda and Jean-Philippe Vert},
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;;; entry schwaighofer-tresp-03 from quinonero_chapter.bib
@inproceedings{schwaighofer-tresp-03,
    author = {Schwaighofer, Anton and Tresp, Volker},
    title = {Transductive and Inductive Methods for Approximate {G}aussian Process Regression},
    booktitle = {Advances in Neural Information Processing Systems 15},
    year = {2003},
    editor = {Becker, Sue and Thrun, Sebastian and Obermayer, Klaus},
    address = {Cambridge, MA},
    publisher = {{MIT} Press},
}

;;; entry See04 from keerthi_chapter.bib
@techreport{See04,
    author = {Seeger, Matthias},
    title = {Low rank updates for the {C}holesky decomposition},
    institution = {University of California, Berkeley},
    year = {2004},
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;;; entry Seeger03thesis from quinonero_chapter.bib
@phdthesis{Seeger03thesis,
    author = {Matthias Seeger},
    title = {{Bayesian Gaussian} Process Models: {PAC-Bayesian} 
              Generalisation Error Bounds and Sparse Approximations},
    school = {University of Edinburgh},
    year = {2003},
}




;;; entry See032 from keerthi_chapter.bib
;;; entry seeger03fast from quinonero_chapter.bib
@inproceedings{seeger03fast,
    author = {Matthias Seeger and Christopher K. I. Williams and Neil Lawrence},
    title = {Fast Forward Selection to Speed Up Sparse {G}aussian Process Regression},
    booktitle = {Ninth International Workshop on Artificial Intelligence and Statistics, Key West, FL},
    editor = {Christopher M. Bishop and Brendan J. Frey},
    year = {2003},
    publisher = {Society for Artificial Intelligence and Statistics},
}


;;; entry Shawe-Taylor2004 from raykar_chapter.bib
@book{Shawe-Taylor2004,
    title = {Kernel Methods for Pattern Analysis},
    address = {Cambridge, UK},
    publisher = {Cambridge University Press},
    year = {2004},
    author = {Shawe-Taylor, John and Cristianini, Nello},
    owner = {Vikas Raykar},
}


;;; entry SheHueSmo06 from jegelka_chapter.bib
@inproceedings{SheHueSmo06,
    author = {Hao Shen and Knut H{\"u}per and Alexander J. Smola},
    title = {Newton-like Methods for nonparametric independent component analysis},
    booktitle = {International Conference On Neural Information Processing},
    year = 2006,
}


;;; entry SheHue06 from jegelka_chapter.bib
@inproceedings{SheHue06,
    author = {Hao Shen and Knut H{\"u}per},
    title = {Local Convergence Analysis of {FastICA}},
    booktitle = {Proceedings of 6th {I}nternational {C}onference on ICA and BSS },
    pages = {893--900},
    year = {2006},
    volume = {3889},
    series = {Lecture Notes in Computer Science},
    address = {Heidelberg, Germany},
    publisher = {Springer-Verlag},
}


;;; entry SheHue06b from jegelka_chapter.bib
@inproceedings{SheHue06b,
    author = {Hao Shen and Knut H{\"u}per},
    title = {Newton-like methods for parallel independent component analysis},
    booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006)},
    year = {2006},
}


;;; entry shen:2003 from collobert_chapter.bib
@article{shen:2003,
    author = {Xiaotong Shen and George C. Tseng and Xuegong Zhang and Wing Hung Wong},
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    journal = {Journal of the American Statistical Association},
    pages = {724--734},
    year = {2003},
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;;; entry shen2005 from quinonero_chapter.bib
;;; entry SheNgSee05 from chapelle_chapter.bib
;;; entry shen_nips_2006 from raykar_chapter.bib
@inproceedings{SheNgSee05,
    author = {Yirong Shen and Andrew Ng and Matthias Seeger},
    title = {Fast {G}aussian process regression using {KD}-trees},
    booktitle = {Advances in Neural Information Processing Systems 18},
    year = {2006},
    editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt},
    address = {Cambridge, MA},
    publisher = {{MIT} Press},
}



;;; entry Shewchuk94 from chapelle_chapter.bib
@techreport{Shewchuk94,
    author = {Jonathan R. Shewchuk},
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;;; entry silverman_as_1982 from raykar_chapter.bib
@article{silverman_as_1982,
    author = {Silverman, Bernard W.},
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    year = {1982},
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;;; entry simard-00 from loosli_chapter.bib
@article{simard-00,
    author = {Simard, Patrice and {LeCun}, Yann and Denker, John S. and Victorri, Bernard},
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    volume = {11},
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;;; entry simard-lecun-denker-93 from loosli_chapter.bib
@incollection{simard-lecun-denker-93,
    author = {Simard, Patrice and {LeCun}, Yann and Denker John S.},
    title = {Efficient pattern recognition using a new transformation distance},
    booktitle = {Advances in Neural Information Processing Systems 5},
    publisher = {Morgan Kaufmann},
    address = {San Francisco},
    editor = {Hanson, Stephen Jose and Cowan, Jack D and Giles, C. Lee},
    year = {1993},
}


;;; entry simard-03 from bengiolecun_chapter.bib
;;; entry SimardSP03 from loosli_chapter.bib
@inproceedings{simard-03,
    author = {Patrice Simard and Dave Steinkraus and John C. Platt},
    title = {Best Practices for Convolutional Neural Networks Applied to Visual Document Analysis.},
    booktitle = {Proceedings of ICDAR 2003},
    year = {2003},
    pages = {958--962},
}


;;; entry SindhwaniTR06 from sindhwani_chapter.bib
@techreport{SindhwaniTR06,
    author = {Vikas Sindhwani and S. Sathiya Keerthi},
    title = {Large Scale Semi-supervised Linear SVMs},
    institution = {Department of Computer Science, University of Chicago},
    year = {2005},
}


;;; entry SindhwaniIcml06 from sindhwani_chapter.bib
@inproceedings{SindhwaniIcml06,
    author = {Vikas Sindhwani and S. Sathiya Keerthi and Olivier Chapelle},
    title = {Deterministic Annealing for Semi-supervised Kernel Machines},
    booktitle = {International Conference on Machine Learning},
    year = {2006},
}


;;; entry skilling-93 from quinonero_chapter.bib
@incollection{skilling-93,
    author = {Skilling, John},
    title = {Bayesian numerical analysis},
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;;; entry Smo01 from keerthi_chapter.bib
;;; entry Smola2001 from raykar_chapter.bib
;;; entry smola01sparse from quinonero_chapter.bib
@inproceedings{Smola2001,
    author = {Smola, Alexander J. and Bartlett, Peter L.},
    title = {Sparse greedy {G}aussian process regression},
    booktitle = {Advances in Neural Information Processing Systems 13},
    editor = {Todd K. Leen and Thomas G. Dietterich and Volker Tresp},
    year = {2001},
    pages = {619--625},
    address = {Cambridge, MA},
    publisher = {{MIT} Press},
    owner = {Vikas Raykar},
}



;;; entry Smo00 from keerthi_chapter.bib
;;; entry SmoSch00 from jegelka_chapter.bib
@inproceedings{SmoSch00,
    author = {Alexander J. Smola and Bernhard {Sch\"olkopf}},
    title = {Sparse Greedy Matrix Approximation for Machine Learning},
    booktitle = {Proceedings of the 17th International Conference on Machine Learning},
    year = {2000},
    editor = {Pat Langley},
    pages = {911--918},
    address = {San Francisco},
    publisher = {Morgan Kaufmann},
}


;;; entry Smola1996 from raykar_chapter.bib
@techreport{Smola1996,
    author = {Smola, Alexander J. and Scholkopf, Bernhard and Muller, Klaus-Robert},
    title = {Nonlinear component analysis as a kernel eigenvalue problem},
    institution = {Max-Planck-Institut f\"{u}r biologische Kybernetik, Tubingen, Germany},
    year = {1996},
    number = {44},
    owner = {Vikas Raykar},
}


;;; entry smola:2005 from collobert_chapter.bib
@inproceedings{smola:2005,
    author = {Alexander J. Smola and S. V. N. Vishwanathan and Thomas Hofmann},
    title = {Kernel Methods for Missing Variables},
    booktitle = {Proceedings of the 10th International Workshop on Artificial Intelligence and Statistics},
    year = {2005},
}


;;; entry Snapp+Venkatesh-1998 from bengiolecun_chapter.bib
@techreport{Snapp+Venkatesh-1998,
    author = {Robert R. Snapp and Santosh S. Venkatesh},
    title = {Asymptotic derivation of the finite-sample risk of the k nearest neighbor classifier},
    number = {UVM-CS-1998-0101},
    institution = {Department of Computer Science, University of Vermont, Burlington},
    year = {1998},
}


;;; entry snelson-ghahramani-06 from quinonero_chapter.bib
;;; entry snelson_nips2006 from raykar_chapter.bib
@inproceedings{snelson-ghahramani-06,
    title = {Sparse {G}aussian Processes using Pseudo-inputs},
    author = {Edward Snelson and Zoubin Ghahramani},
    booktitle = {Advances in Neural Information Processing Systems 18},
    editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2006},
}


;;; entry SonRaeSch06 from sonnenburg_chapter.bib
@inproceedings{SonRaeSch06,
    title = {A General and Efficient Multiple Kernel Learning Algorithm},
    author = {S\"oren Sonnenburg and Gunnar R{\"a}tsch and Christin Sch{\"a}fer},
    booktitle = {Advances in Neural Information Processing Systems 18},
    editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    pages = {1273--1280},
    year = {2006},
}


;;; entry SonRaeSch05 from sonnenburg_chapter.bib
@inproceedings{SonRaeSch05,
    author = {S\"oren Sonnenburg and Gunnar R{\"a}tsch and Christin Sch{\"a}fer},
    title = {Learning interpretable {SVMs} for biological sequence classification},
    booktitle = {Research in Computational Molecular Biology, 9th Annual International Conference, RECOMB 2005},
    location = {Cambridge, MA},
    volume = {3500},
    pages = {389--407},
    publisher = {Springer-Verlag},
    address = {Berlin, Heidelberg},
    editor = {Satoru Miyano and Jill P. Mesirov and Simon Kasif and 
              Sorin Istrail and Pavel A. Pevzner and Michael Waterman},
    year = {2005},
}


;;; entry SonRaeSchSch06 from sonnenburg_chapter.bib
@article{SonRaeSchSch06,
    author = {S\"oren Sonnenburg and Gunnar R\"atsch and Christin Sch\"afer and Bernhard Sch\"olkopf},
    title = {{Large scale multiple kernel learning}},
    journal = {Journal of Machine Learning Research},
    year = {2006},
    volume = {7},
    month = {July},
    pages = {1531--1565},
    editor = {Kristin Bennett and Emilio Parado-Hernandez},
}


;;; entry SonRaeSch05a from sonnenburg_chapter.bib
@inproceedings{SonRaeSch05a,
    author = {S\"oren Sonnenburg and Gunnar R{\"a}tsch and Bernhard Sch\"{o}lkopf},
    title = {Large Scale Genomic Sequence {SVM} Classifiers},
    booktitle = {ICML '05: Proceedings of the 22nd {I}nternational {C}onference on {M}achine {L}earning},
    year = {2005},
    pages = {849--856},
    editor = {L. D. Raedt and S. Wrobel},
    publisher = {ACM Press},
    address = {New York},
    location = {Bonn, Germany},
}


;;; entry SonZieRae06 from sonnenburg_chapter.bib
@article{SonZieRae06,
    author = {S\"oren Sonnenburg and Alexander Zien and Gunnar R\"atsch},
    title = {{ARTS:} {Accurate} Recognition of Transcription Starts in Human},
    journal = {Bioinformatics},
    volume = {22},
    number = {14},
    pages = {472--480},
    year = {2006},
}


;;; entry steinkraus2004 from durdanovic_chapter.bib
@misc{steinkraus2004,
    author = {David Steinkraus and Ian Buck and Patrice Simard},
    title = {System and method for accelerating and optimizing the 
             processing of machine learning techniques using graphics processing unit},
    howpublished = {European Patent Application EP1569128A2},
    year = {2004},
}


;;; entry Steinwart01a from jegelka_chapter.bib
@article{Steinwart01a,
    author = {Ingo Steinwart},
    title = {On the Influence of the Kernel on the Consistency of Support Vector Machines},
    journal = {Journal of Machine Learning Research},
    year = {2002},
    volume = {2},
    pages = {67--93},
}


;;; entry steinwart:2003 from collobert_chapter.bib
;;; entry Ste03 from chapelle_chapter.bib
@article{steinwart:2003,
    author = {Ingo Steinwart},
    title = {Sparseness of Support Vector Machines},
    journal = {Journal of Machine Learning Research},
    volume = {4},
    pages = {1071--1105},
    year = {2003},
}


;;; entry Ste04 from keerthi_chapter.bib
;;; entry Steinwart04 from loosli_chapter.bib
;;; entry Steinwart04 from lin_chapter.bib
@inproceedings{Steinwart04,
    author = {Ingo Steinwart},
    title = {Sparseness of Support Vector Machines---Some Asymptotically Sharp Bounds},
    booktitle = {Advances in Neural Information Processing Systems 16},
    editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2004},
}


;;; entry SteinSco04 from lin_chapter.bib
@article{SteinSco04,
    author = {Ingo Steinwart and Clint Scovel},
    title = {Fast Rates for Support Vector Machines using {G}aussian Kernels},
    institution = {Los Alamos National Laboratory},
    year = {2007},
    journal = {Annals of Statistics},
    volume = {35},
    number = {2},
}


;;; entry steinwart:2005 from collobert_chapter.bib
@inproceedings{steinwart:2005,
    author = {Ingo Steinwart and Clint Scovel},
    title = {Fast Rates to Bayes for Kernel Machines},
    booktitle = {Advances in Neural Information Processing Systems 17},
    editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    pages = {1345--1352},
    year = {2005},
}


;;; entry StoKraAstGra04 from jegelka_chapter.bib
@article{StoKraAstGra04,
    author = {Harald St{\"o}gbauer and Alexander Kraskov and Sergei Astakhov and Peter Grassberger},
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    journal = {Physical Review E},
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;;; entry SYT2004 from yomtov_chapter.bib
@book{SYT2004,
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    publisher = {Wiley-Interscience},
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    year = {2004},
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;;; entry Sue79 from sonnenburg_chapter.bib
@article{Sue79,
    author = {Suen, Ching Y.},
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    journal = {{IEEE} Transactions on Pattern Analysis and Machine Intelligence},
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    title = {N-Gram Statistics for Natural Language Understanding and Text Processing},
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;;; entry szummer:2001 from collobert_chapter.bib
@inproceedings{szummer:2001,
    author = {Martin Szummer and Tommi Jaakkola },
    title = {Partially labeled classification with {Markov} random walks},
    booktitle = {Advances in Neural Information Processing Systems 14},
    publisher = {{MIT} Press},
    address = {Cambridge, MA},
    year = {2002},
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;;; entry TakNis05 from lin_chapter.bib
@article{TakNis05,
    title = {Rigorous proof of termination of {SMO} algorithm
             for support vector Machines},
    author = {Takahashi, Norikazu and Nishi, Tetsuo},
    journal = {IEEE Transactions on Neural Networks},
    volume = {16},
    number = {3},
    pages = {774--776},
    year = {2005},
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;;; entry tao:1986 from collobert_chapter.bib
@inproceedings{tao:1986,
         author = {Pham Dinh Tao and Souad {El Bernoussi}},
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@inproceedings{Teh+Hinton-2001,
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@book{Vapnik98,
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;;; entry vincent-bengio-2002 from loosli_chapter.bib
@article{vincent-bengio-2002,
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@article{VisSchSmo06,
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@inproceedings{VisSmo03,
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@inproceedings{VisSmo04,
    author = {Vishwanathan, S. V. N. and Smola, Alexander J.},
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@inproceedings{VisSmo03simple,
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;;; entry wahba90spline from quinonero_chapter.bib
@book{Wabha1990,
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@inproceedings{Weiss-99,
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@inproceedings{xu:2005,
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@inproceedings{yang_nips_2004,
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@inproceedings{yang_iccv_2003,
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;;; entry ZZ2003 from yomtov_chapter.bib
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@inproceedings{Zhou+al-2004,
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@article{Zhu05,
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;;; entry zhu-hastie-02 from quinonero_chapter.bib
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@inproceedings{Zhu+al-2003,
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